{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "# Analyze Electrooculography (EOG)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "This example can be referenced by [citing the package](https://neuropsychology.github.io/NeuroKit/cite_us.html).\n",
                "\n",
                "This example shows how to use NeuroKit to analyze EOG data."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Load NeuroKit and other useful packages\n",
                "import numpy as np\n",
                "import pandas as pd\n",
                "import matplotlib.pyplot as plt\n",
                "import neurokit2 as nk"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {
                "tags": [
                    "remove-input"
                ]
            },
            "outputs": [],
            "source": [
                "# Note: this cell is hidden using the \"remove-input\" tag\n",
                "# Make bigger images\n",
                "plt.rcParams['figure.figsize'] = [15, 5]  \n",
                "plt.rcParams['font.size']= 14"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Explore the EOG signal"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Let's load the example dataset corresponding to a vertical EOG signal."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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eZbwIAipC+8v6idd8lid178jCdTsx/v53cfkjc1PbRMqIJKubGUs2hzwsvb+6811T5SjtxXUa+7u3MeLu133rtObGeYQxNo0xNoIxNqJTp045PZZfHLC0ot1cJnDQ5bJISY9ewq4vHw5QAu09WN2gTJILKQlWNny+LfdWb0Gd6GWPfOTZphqPhJ1U6AZYIhXznDVpAfaKFIQyXzqWuJgnBUb1a/q/eAh8kx5VppBnLBsAHCF978m3acsQUTGANgC2++wbps5M2pF3QulPfIoEKvSU7z3aOuvUp/Tv6C2cAVc+Pg/j738XT89fH1y4AKir2Em5wuQ3sXxj7hxfU1ZhGSz8qOkjwuoXdR1tUFywfIU1alkaTyRxub1+bd+wK3wit0LWscwH0J+I+hBREzjK+BlKmRkAruKfLwLwJnOGIDMAXMqtxvrAUbzPC1mnygwAV3LrsNEAdjPG6twLzn8pTKw3m/cPthRxfx/Sow0A4OxBXV3bmzcJF8RPRXhQ38TzOhQ6VGBRwg7V1Pp6we83ZAcMM5rNFL9r2K1N00h1hfXhEuVeX7E15XuVCJh+1s2MJfiY67YfQNmUmVi6wX1fm0j6zrhkYsGaG3OdyfUAZgNYAeBpxtgyIrqTiM7nxR4D0IGIygHcCGAK33cZgKcBLAfwKoDrGGO1pjoBgIhuIKJKODOSxUT0KD/GLABr4BgAPALgB9meWxwsXLczsIzfyC/oAVP3TYeXcJcrrO40dxTaUtgdM5bjvD+/n1r2UTH53x7w8WLPJUEDIfXyh4lM4dSb/vxrnhxPd02+e2pfAMBxPduErjtb5HMKIxDeWOnoSP67wL0KcHSXVul6YoobVlczlljmcIyxWXA6dnnbbdLngwAuNux7D4B7wtTJtz8A4AHNdgbguqhtzzV+qVRNzowyfi/q7i+rcd/sVdrfojyYZVNmYs7NZ6Bbm+g5LwqNds2bYPOeg3XdjNB8yn2Odn9ZnVrnlUOfmO5zPqz9dI9m0CShYyt3EMnwS2Hpch+t2Y7q2iR+w50sZdo2bwIAKC5K5E15Lw9WwkySxEzr821mD/qgev4zL1yK5kLWsVh8OGNAZ+NvKaswn6fI7wH7zawV+FRZJkmFzVdGa8N6+2fT+/qjc31/BxpGnvhOvGO7fFSvOm5JOJZzZbdsViqHCaqTW+IzCA56Rjp7BEu4Q8rVrty8F3sP6pcAhaAtSlDelsJkvVGYAZ2wlnu/vMq1Xd4zSODe/NySUG0rtoKl4fDWqq2pfBQn9XOU6K00Cr4w6/1+L4cupIfJhDlIx+I3ehI0ALmSup5x5wHJNf/3v8+02023JB+WfLpjV+3z1+2oz5AqiEx+GWqHbTJaENWVFFHelPfyoxTmkK8akqDJ14LFtIxXyMp7i8I3/zYfp/7uLQD+uRqEqe9iH+Ws3whQtbBx7eepx1g0NGsjBL+rr4j7wMCw71ANyqbMxLR3P8/5cQ/XJLEzC4X6EknRK9/3zbv1y3pPLcidFZ84eiYzWK9O0M2Iu1/Hpt1eqyd1fPX71/SCVsz+ixOJOlHex5UCI0o9fs+VXQpr4Pg9JmurzD4Hfu+GTq6YwubH8Y797lW9PqeQSAt6oGqvMzr+10fh1quz4fJHPsLxd8UT20u+7XfM0IfuyeVg3TSgCSNo1CK6DlQ4T/qV26fMWIRAEaWK87kU5mpHPHVGabmfgVCm1qDZYgVLztFbacn06djS+JvfyEWXATKdmtjbjmxXf0xT+EIiNWNh6bFzrlfF9h2qwYIvgq0DMyGXneeuA9FmWJm0RbeL7naor0GN4ti7Ze9BXh+fseR1KSzd4mwMBuRd/douLN9Sxwzh0pBvrGDJMeu4SeTBGq8+pF3zEgBAr/bNjfv7PWBrfPQi3pFh3U2L6xPietYmWTpabI6PeeNTi1Kf4xAEuiWTAV1b4ayBXbKuW8YUNcJ0vTLpVHWzHF1nqJZT2/afeet5Oed7PpfCXFkrszqm2UFyceWu1OcOLZu4fltnMEUH6s7gxvY0OebXsxyTSN39FZ7D/rHCzHV/Y3Rv70aD8p4xhiYBgmUrH/V9sm4nyqbMTBkgNCTEZVm+aU/KYCHXozo5RH91qDwK/riUvNJtJgBt+WAlDqIGcQzTqYZZCtM51KtVm64jY87MPJGgWJZ/w+BW3sc0Y1FO7/w/f5D6rJ56Xfks+WEFS8xEexmDBYvfb7oAcybFapIFB6SbsWgjAODpBZUAgGnv5V6pnQnTP6zA/zJclhPXc+mGPfjOPxYAyK/z6NY9/tFow6CbsWzecxBfVtdi8lAn7mqrppm5qLkiBSvPkJptVH00QwkWRXug00noZyzu79VKekjZJ4wAFFG8y4Rb9hxE+VaTpZ20FJbFMeU931y51VhO7RP8ItvUlSWnFSwxUx1Be5cwzC5k/J5TncmsGIWr+zEEL4XdPdPxaJ7BI8TmQ6mdCbfPWIZr//lxRqND3fXUKYtzxcwl2UcZkk9bfNx1oBrvra5C97ZOSJXeHczLq2HrVjtJsZxrihUW5tHPfMbiLvexQWfFwJAgQiJm5f2oX7+BcYaskO50yPEc0y8cvnpe0+eoqanSxOXBHxUrWGJGHUn5kfY5MZfxmwHpgvCJ6LFqp8sYKzjfDR2y0tZvVGfCz+w7H8RiACGdQvlWt0XhWQOdGHHfOqlPtlV7BIXwrRBP0X4l42OYTtVjBp9Bu/xIMue9KqI8Ku+lz9kcMqzyXhUs2/aahZCdsTQQahXB0sQntEbaSz6zpbDVW81myl9We5ctTE5lKvvr4ZqtQPZWVpdmwpCr2ckTc7/A4yHSPH+qseSLit8oVB06MMYizezk500dhwjBMb/CmS3c+dJy9++hdCzeAY/KC59sDNxPcFzPNgCAY7q14uWcpbT8et6nP2fnxyIr783lwhzjuYWV+PWsFVawNFR+cc4AAHp78lAzFp/f/DqMe191x1FKMoauESPP5oKpr6zEz5/JPFKy3FnMzmL039MnDW4m3PL8Utz58vLggpzfvLICp3EnWhMm50c/RByqg3xgMenBD3DkLzwh94zIj5RqeaV21KqAW7bR7Oib3ifNwepa7fP9+AdeAc2YfoZ+56TBANIDOMYYEinlfb5mLNF0LKP6tNdudy1xRpix6Ljx6U8x7d01dbQQZgVL7KgvW/MmZiWqmqZVhy4Ln6BZBOcnxoDWzYIthsJ0Dtnwl3c+z8orXL5ULyzyjmzDkmu9StW+Q6lsiTr++s4afBFgdbfgix3a7abH5ZIRR6SW9X7xvBNLanHl7kjWUfLzW6ushYnn9NSjnOR4P58wwPV70PkAXsEVJQilbiFXvEPiWjvlCEWU+xnLxl1fYv2OA5FnLAO7tw4s41fPQ297jWpMgyxrbtxA8MRC4i+qziTQFNdLfhiWbNhlPNbQI9oaf1OX4JKKjqWsQ3PMv2Uc3rvpdFe5f320Dsd0C37ws6VsysyM9svXKDRbRtz9Okbe4582FgAOGPKpAObZqm5zSRGhfcsmWZszh5mxiMeotMQ9sMkkonLoIJTQ51/ZwZ04f/LUp0455ij/87EUNmbqmzjlt+5ZZxgDBl3cQEDVsURry3f/+TH+9MZqb53RqokNK1hixqOc9LmzpqUwP3t21/4+hrKq8pbBvRa8ff9hdGpViiPaN8fzPxiT2v6feevQtbU7Ai0ADOzW2jdScxhUXVImsbOyfVFaZ2CGu/tANb760AfGnCgmDoXQAfmlVXjpU/2MTDcKra5lHm/0THAJllqDYNEVRnAEbb6Tqz5xLqbOVpBkTGsXrp5zkutYEpQ/P5ZERM9784Ah/UOLDEKx/OUdjXuAdCw1DE4usYIlZvYp4bz9HrPUUphn7TqN3wjdz8hLpySVXwD5IVNnPsOVDuLqMWVoUpzIejSsvnTff+LjyHVkO7XPZO+ZSzZh4bpdeOjt8qyOrcMv06PZpNbNys2OJeAj7wUbDwThViC7jyS+p82NM6hf0SMklVmQStW+QyibMhPvrNqmNUNW92M8dFFRom4ySIbxYxPXWJ3hydfmhDK9HsYP3YxOvp/5tAm1giVm1IBwvjMW/tdvKcxvBOTnMe6tE5CzlI47Jh3+w5uH3F3X4dokSorIM4KNitqmj9a4dQifb9vna7+va1tkstg/rgCDq6WQ9s8t3GAspwpyYQWnPhI796d1OUdJWQgzIdRSGH9yPcu+/HvX1mYjEXmX2mS62zPlrxfpe1du3qudoavbnKUw7seSt1hh6c9hnk/RrEM1SVfSNpm/fVCRQUPMxwLyuyxmBUvMeDp0P9NQQ857+avfu+HncatOLoRSM8y+akjyZJKhOJFwJZjKhKDdz/y/dzD2d2/7llF1VVGXfzJ5uZ6a7yxXhfFBOVhd6xoY6EawZ92fdrSTFfy1SYa/fbA2lWdHHXFv3+8IXU/oedlEOLCF/sg1qwMJz4xFeThXcYF5xjGd8fXRvbSm9vIuH36+PfXsmwSLPOjxe2YBx+Q7yUO6FBFFDkmTKVEdJOUSLy7SDyzaK/HAwqBLfhZ29SNurGCJGT99iYp4ID1mnNLXM48x6zXkqa8aB8wr4NwvQJgkY3J7iosokvOnysuLN+K3s72pZFWC1oFfl+JuAcDBiL4smSyliWgGQgis33HAGN6DMeD1FWnHzddWbNGWE8gd0fQPK/Crl5ZjwC9fBeCdMaQ6X3XGciAtnLL1gZWfG/W5rFUcJFWEBeP/lm1B66Yl2mstb1u/80Dqu/wsXzisZ+qzLEyICIMUiyr5fG95fmlqxlKU4YyFMYZXl26KtIwmv0thhJl8jWWBKjf37EFdQx/fD9eMJX9+wPEIFiKaQESriKiciKZofi8loqf473OJqEz67Wa+fRURnR1UJxH14XWU8zqb8O1XE9E2IlrE/18Tx7lFRdehmzDF9QobhkF+6X7z1SHuOjzr4+7RX+tmbmWpur/anvdWV2HR+l34+qNzsXzjnlDtk7n+359kNr1XGFHm1v/URSyBU377Fsb9/l1tBk8G5pqFLAu4VnL7N+xym0CrDqCmwcAR7dM+OUSEzq1KcekJR/ge14Sf97fXj8WzN28DjMpzdTYujvH9sUemtj+7sDL1WT5nIuDeC4911ddfWfoTZskJIjAWfSDx0uJN+N6/FuKx99dE2k8QSiBJRX4m+XT56bcyRa4zn+FdshYsRFQE4EEA5wAYCOAyIhqoFPs2gJ2MsX4A7gdwL993IIBLAQwCMAHAQ0RUFFDnvQDu53Xt5HULnmKMDeX/H8323ILYfaAaI+5+LaU8BRDJLCxhWgqTvt/l43Qn79ai1G1F4hmtccexH4/rDwBo38Jt+XUa903Q0a55elr+fnkVbn3B8ZGYX7EDW/dEd+LLhl0H3L4hUV9AU+lMlk10oTRkSycAeHWpf2ww2VDCz+8FSHeSaktbcouqH53p3FvRqWaEtJ/aSaaXwvTPbbMSpx3tmpcgQfp7I29av+NAqo5LT+iFiqkTPeXds+z0uQp6tHU7ujKkPe915xCEsFRcvyO8n1NUPxZTCdeuMcmAbEyYsyGOGctIAOWMsTWMscMAngQwSSkzCcB0/vkZAGeS83ROAvAkY+wQY2wtgHJen7ZOvs8ZvA7wOifHcA4ZMXPJJlTtO4wJf3gvtU3t0E33sqJqf0qw+E3Zt/hEw5V3K06oS2HwfCcAV55YhtF92+NbJ5W5fveLfHzNKe7EQjVJhsfeX4uL/zIHI3/9hnG/XPDnt9yWWVFfFtOlzmTZ5IYnP/FsU2eGRQn/V0wOnxOkQxDnqjZVhOV/mDvOmTr1MLgdJFUdj9uCTZ0NjBvoLNtOOWcAnl+0AYz568CenL/eo7dRkbcnEoTukiDRRbMQnvcpwRLxOgi90Lurt4XeR17GCyVYQpkkxzVjib/OMMQhWHoAkF2pK/k2bRnGWA2A3QA6+Oxr2t4BwC5eh+5YFxLRYiJ6hoiMawFEdC0RLSCiBdu2hX+AVHTObTprLIH8ktUkk0YlaNj771LaKi+m14TZMTdu36IJnrz2RHRWLHdUwSRTogidxZW7fWdSKqs2m8KNZ0/UpQ7TcoDfyHY8T6B1Ur8Oru2frNulbY98tYJyq8mxw0yJtYT/UG1qxuIuJ5bMhNf9xt0H8YkSkyzsdZKb8NFad9SHv/NQKybHXtGsFk2KU+FovlSWC72GB3DVqeJaCoPb8fen44/2tj+ZXooT36MgIoCHiSIgt0sQxpYkjONrbLML2ZCkwARLfeElAGWMsWMBvIb0DMkDY2waY2wEY2xEp07mJaAg5DV2Yd1R1qGFeqzU57lr0+a18oMTxZLMXS6N+mLOXOxeghEvnAmTVQ5g7vDCcvYf9OHG42BzTEtxfnlSBvAAhwM1EQlUAZ5kwIuSY2Pv9i3UXYx8tkUvgAd0beU6lto/6O6cGvU4k8HKtHfdeoZLTujFj6dfChOCL5GgVLgXz2E9K7R8H8PDKT+WoszVY8p4OzTtF2HzhWFMxM5UHUSFIupSmEmwSD+IpHvZIg+Y8ihXYhEsGwDIs4OefJu2DBEVA2gDYLvPvqbt2wG05XW4jsUY284YE73DowCGZ3VWIWgqhbT40ZOL8GF5Fdoo8bjke6lOmcWSSdVedYkh3PH9yu095HXU9PN78QvH0b55dNPHfDFrSbRAlKZrVlqS2augdlxJxvDuZ+lZ8Mn9OwJI67b8WLohrauTFfeP8qjJLy12BJZ6CiIEz1eHqQsF7naFQS518znuWGDiGTHNWEQnliDCBzwKtUfAedqF1D46EpJkEUWuPLE3OrUqxblDunnKpxJ9ZahjMbVDEDTzC6djUWdtXt3ZLc8vDawnDPKgsNBmLPMB9OfWWk3gKONnKGVmALiKf74IwJvMuZozAFzKrcb6AOgPYJ6pTr7PW7wO8DpfBAAikp+y8wGsiOHcfDlCyVW/bscBT6Ik+bs8ja9NMuzmcY7umZVZU6M8KOoSjUrTEnMIiUTQ4n8WiBdfZ2Gl8ptXvNfpE8UhNQjTFfOLKuB3mT0KbuW7EDJR89HLS0hCyIhZldq5deHLmucO9na0qXaGFSxSsdJi9zPht8wrfy9KEN5a5Zz3PGmWrtsnmZqx6NsjbxYDo76dWmL+LeO00boZS4d0cb5H60yLA551nZyS9wjlea8UEUuYuej3a12CJf76TWQtWLi+43oAs+F05k8zxpYR0Z1EdD4v9hiADkRUDuBGAFP4vssAPA1gOYBXAVzHGKs11cnr+jmAG3ldHXjdAHADES0jok8B3ADg6mzPzY9DNbWe2DzVSrTWv32w1tWRyb4mjJkTTGVy/3WmqEllGhw0GqsLxPVSOyCZTbu/RDLJ8Nd3vCag6yLG7zJd3C0hltR0Mz5v2BP378LSy2+pUceUZ72pBcRSqqlz9g/xE+64LudOw7mlIkYYPPPlUw0KtZ+qU2q8rJRXrcKCYIwhkfCfscyv2OHxhxL8URPI0d1eb31y28O4enlcAWLyLzlOE5RWnrGsyMBNIFMyS4ytwBibBWCWsu026fNBABcb9r0HwD1h6uTb18CxGlO33wzg5qhtz5Sjb33Vs+2XLyzFC9edlPp+98wVuHXiManvsuWV32wj7ChLLtZFE0Zj3Y4DKOvYInW8ILlClN91WMB58UuKzML0vwvW42fPLMYVo3ppf4+iZPXjwofnaM1dVT6UEo0BZpPcVHnuNGgaCZvywryy1LvEJ7KDqoiEbwerzT1UJkthXgdJtwAz6likB0313pebcVK/DikrLsEJZe2UFNqy532waBERJhI+VmEX/2UOAGjv98oAQxO9CTXTfjahlki3MdrL16Qo4RqcqmkOnG3pOpds2I1xEWfOmdKQlPf1grApRZMsvTZ+wfHutfGwj5crwJzmnZMfOobgF/Oak/uEPHJ8BL2HIq/IgopoS17G42XhILDrwGH89L+fura9ouh4TPffdO0zdWSUuYVfozlrHKF3+tGdMKRHG1eZsLoGufnepS4hWITyXq8rkGdnamcn73Hesd2RZO7gqAki1yjbNWMJMWVxnnOkUkT4zQYYY/jnnIpQs1WBrj4/Yaw/rvu72CfqoK6HMijRLYDI1zKfY0YrWGJmLQ//ITC9qEnGUqPYPh1VS7Jwx5LLqY5jgFsBbAo7LqN2fiNChUH3JyjvilDumjpkEUZmlWIxlUnuD8C5ZpeN1M9+TAh9x9MLKj1OkXMDdAiCogTh5R+e7NmeScBo9RgiPL+sPDctOQXWLe2n6v5S5s7K38+27MXtLy5NdWIJopR1VbXPgWsZS+WoFxQXmWN8mYRzx5ZpZ9/aJOMOku4266jadxi/fHEZRkXwxdLVJwsT+XdT6uwwyvsgxhzZAdO/6V640c1Y5GuZbXTyKFjBEjNz1rht/10OZ/L6dZIZR35hnzC5mGpIAHg9eYNmLBOPdSt///6tkXj1x6cAyEzImJYF5CWIb/59vm9ZE3J05khtQnShJHcQbRULOfVlNo1Yt+w5hMHKLAIIp1T/3UVOGJOfnnUUgPQz5c1h4tzfN1ZudVmYAeEjC/gVO3DIEbCiycJ595t/m4/pc75IeasXJdKxrryDJvesXSjbBUWJhHuUHaLZC24dl/pcU8sUPxZzBZlYSen2kZf71MGjvg739yiWa/06t8QJZe3w7++MRq8OzXHJiPSM97Mt+zzl5Wv5sCbzZK6wgiVmnvm40vVdfrZElFxA8WNJMlTtOySNXMJ2Av7l1NhDQSsJx/Zs6/resrQYA7o6y3U3nztAs0dQ+4LL7OHK7aiDqfGDMl8rlgXsd0/t61PSy96D7rArqrL2dUPQSXXZwmlHuA7/+F5tAQAtmxZjfsUO3Pycs/SlRg/2GzeE1rH4lLuJGxSIEmqKaTnkyyV8ia+vKljk8jz8jaxjKVYyP/o5AcsI35bq2mQqCCXg32mr4YHCoLtfctTvjVK8N9M1VzdvSVn7BR//lR+dgv9+L52Yr21z/3TjullMPrCCJcfIz4oc9TbJ0jGlyrftw4i7X8ffP6xw9slgKUxHrbK+mo3V8BHtvDOiIPw6M9EpXs6V8nJZU+RgGd3SXxjUjuy847oHH0vKOqlmhVQ7mtVb9nlG6QDQoYXXFyjJ0qHw/Vhb5Rgo/Oql5fjaX+ekDAKiWJqFXgoLUc50X+dXOMuCyWRab+I5rvS9lltRJlwzFjLqBfxm3N3bOsYr1Unm9mPxOaFH30tbGYadMesElTxjeULKCGqu0v3DPB7hwNSGTbvTwqpECeUQpIyXr2W75iXYn6csklaw5BiTjkUeaYiO4x3u8xCXks1tLMB8HSSD6Ny6KebfMi64IIC1VftxsLrWd7RYWuR2tpOvTdW+4JTFI3pHz7AHeK+tTgioCAfRrxzr9ROZucQbZFLueIVAEZ3i5Yp123/muUf9OuTrKN9BNf9G02KzL1L4GUv4MpOHuoXy29x3ZW3VfnMSO2UWnVSWaF9bvsVl/Sbv7h85wnmePt+6D59v2xdqKey/0upCWLN1XXUm3UXYGYuQS6aWmnQ1gJNpsmLqRFwxqhc6anK4yM/OzgPVGHT7bGNdcWIFS46RXyQ5OyJj6QcprQx1fw+sO8IacQjdPQDgZ2cf7for06lVqWcb4CwPzfl8Oyb84V3MXrYZp9/3NiY/+IGv93BRkbpUkT4XXcIiFVc4cMY8IeeN+zHHGbR102L89sJjfYNvpo/lEOQ8J9pVm2Qpi7/WPBKDGEGP9YkibaLI5X2e/qzG4frWyWXGOsKbG3vLCb+SG850Rw+QZ3IyBw7XptrptSxLfxYzlrAptv1mLOLebNj1JZIsehDKsLmGdNdR7rwnStEATDUmGUOX1ul3SaQzNzU1zGwzQaSfTeXTK1LCCpYcY3pYGJMFCf8L999M6xbIz1RNLQvViV53ej9UTJ2I607vF7IVjs/FLS8swcrNe3HPTMeSaOXmvXhr1VbjPiIT5LOKTgpwkoIBZsG5/M6z0appesZ3+4xlOGnqm75OljKJBGHxHWfjaycc4fEu1yGaIV/PY3u20ZY9e1BXnnHTudZrqxwrQSEbxg/qim+f3Aev/eTUUG0FggNZCnQZGwXZLIWJDp1SZZirTtXR99iebVLn6xdgdd+hmkDHXXlvv6dXXRZMaGbCfoTNjqrrvGXLtw7SrMHv3ZfP+f7XP9MX9DmmSlFCL1hqs0wnnilWsNQh4pYLU1p15hJE0PMmx6yqZQzFYXuoDBBtlh/uHfvNS1r9OrUEkA4bL69Nv7jIESyqibGgeZNiV0fyjzlfAACeXhC8rGSilWH0DaRHqfLlnvaNEdqyInOhLMQT5J5p/PIrAz0Jqvxw+3n4FPR5HsJahelKiecy5W/Bt4tOSzXBFjnnAU2uIenzn94sN85YdO+C38xGCPKmJQm0a15itrg0cMjHuVRGV5+8VOXq3E2CBeYAmjrCqNJMidV0M7Y9B6MbLUTFCpYcYxp1Hzhc4/ltyYbdzj6hoxs75Z7+7ona39+TckqoSuu4ESPzsEtSPzwjPSP69t/n473VVZ4yO/dHewGCRnYpBz9le99OLXCqzxKVumQJpHVkqiPin98sd6IJSGkIooZzUZEFS5SU0jJhO1itZzn/W6t09qpVmKAoQUYdi6duw4xFtyzspyNcyGPGHaxOon/nVlKsMN/Dp5AHYX4ETWzk8/XTsRCRxzHa9NoLQ5X/N/4o43GLEvrnv6Jqv2fbzc8uMdYTF1aw5BjTg60LPJkyf4y4bHGCkq5XIC/zOFFfcyNZouRbEb4Ycmf7xkr9kllUL3lT7LVUfbw6tX8i52CBO+pGz2IwIFjwxU4n+KhUYdj1exOybsfvHP2ChWbiea9uE3UECYue7ZqldSyeutxbkoYBj26W6CefK6rSynfHj8Xd5iBaN/M32xUE6WxkCzGzYHFmaU2ViNqmmsV2NeurTILPlD/+YgfWS4YIHTQKfV0eqbixgiXHmB6WT9bt0sZ+um/2qvCRaPlf00hOjU2WqxnLYzysux/jjumCiqkT8UMpfW4Qiyt3e7b98dKhxvJqDhqV1PVSBCxpPNV1+8kdhZ+Q3nmgOhW/K4j+nVsGljm+lzNw6K6J5isje6CrbNwVNmyJbsbibBMRqP2ezqIE8ejCznevVZibJDMF9+TlZWHuc82/f/qRThly2pCIuBSmi7Wnw1SfCADpzrOkr4Pxdh6uiTaL9LWKIwJjDBc+PAen/Pat1HadYFVTe+QCK1hyjN9zrTOr/fNb5fhI8d7PqHJ4k/xkY24sEB74f7rs+Ej79e7g9oMJWh6qqU1i6isrPds7+XSeYdHNWPwupfgtioVNWOe7IAGUoPQAYePuzJM/vbBITZGkx2/GInRZftdKxOgSln3LlYi6XiuxoBmLvBRmPq6IHM6YE/jTpOMxETbciUlXdQR3gJUFj2kZ3ElhQb5pCORIF2K73yuTINLOjHXPbD4MxaxgyTHyizE+ZGTRA4eDc5M4dfs/bPKDqjqiZYo8spPDSQTRTxmZB/mP/PJFvamy3zvhWbNW9zW86Ku37tNGExaIDkDuJDPKNJgBxYlEqrPOBtWx04Su0xGb0uHs04XUZRXRVOHE6Q1Dr1sK89OxyHWbr8NGRbdnskozoQoW06FMqwk6T3+/GUuCgJP7dVS2p3eQ8yOlZiw+M7Yn5n6hb6+mEXmQK1aw5Br5ORQpZoP4MqRgCXJ6lH9yZiyhqvVFmLQmiDCUhxoJw0XDe7q+d27tP/N4bqF+hO2XkCxoip9eCvNn8+6DKJsyM2UuLe6hbJhguu5iuSrqckONYcR8ZOeWsSRae0lKl+yHuiR4qKY2deFG9nGcUuVneo0SdNUzE/XMUNzfVQdJtR3yqN7vMixXlpWNnv8GdOH9dVaNJuW9EP6ueIAGISSW/y6U3onZyza7ro3I4yPaAvi/vzsNM2TdTGyWxqk3bqxgyZALh6Ufij9eOhQtmug7PPnReilAByBQH0iTeWCQ06P84MalY7ntKwPxnVP64OxBXdDMp5OXObFvB08oiiYZmj4P9wmGGcYCCQgWsEIh/8RHfOknfPMwvMzpfMOkIpbZIzmFzv5x2sflayN66ornDPUS/uXtNalOXnjWy2VUoSC+D+7hOIh6glBKn7u0LvXcs59PcGLSpXQs0m9+901thyl9smkGo3t2lm306vhMz5gYaMh+I6asqLpsrt/958cuoSQbhaSf2+gvsNa3JQ9rYVawZMiEwV1TnycO6YZvmXKZSA/LWo3pnw71vi/8Yqe+aoR/2eJaCmvXoglumTgQxUUJV6Y/P3TxjHLhU9OuudcCRkfQC5oKuZ7KkxH+RRQzg6gmxvIxjpZmtleM6h2pnmxRT1UNugm4ZzUJ5TaK0xa+Haovklz/6L4dAOauo0SNyOAjxHTHVcsGpVMWlGmWZnVLT6ZOWViiycLhP/PWacsyp3IPnxv0beJ6ZzIwtJ73BcZZA7vgnZ+NRcXUiSguSmBEmT52VVDnr0N9eNVpeqpu5n741Ui9suNWXMp7mbCd50XDoo+6M2mqKRujIKz5slC8h7Wk0vkKRL3WankRU8xPlyOHD5H5zimGQU4I1I5Yl1U06dPZi2cizLORZN4Bj5jZiqVBl/I+uPmednnbbpixaDpgP6MCFeLHdOc/MStZdELS9Myk0zfrq/MjH7MTHVawZEHvDulRTi9NPhQgeLlKx//9b5Xru8lihcFd+fVnuMOwiOyLqXbErG/2G0FeNlJS7OdIz32cElYl6BUKO/F4dqETZkaMtoOW2FZu9pqNR1W4q7OiuycNxsq7JvgKqNbN9NEC/IIWRoUxnS9K+rNpKax7W0fIq0vEQUEohWAR/jphlfctS906LZO5s6mf1W6PIljImR3Ijr5mHYs+hYU3v46DeDYyWXHI1ocqU2IRLEQ0gYhWEVE5EU3R/F5KRE/x3+cSUZn02818+yoiOjuoTiLqw+so53U2CTpGPjBZOTFEjyqsPuRGb3bmHlX5jRJz4cfid1qyuW0mAi3MQGtg99buDSHfIaPFT1L/Aqv9w/2XHKfs560r6rVWrY0SCfI1VFD5cMoZqc/TuVmwHPTUNPBR0c1OZKFXXZv0NQEWhgYDeRDO689w65rk+hnzBqEUxiHVNcxT3u85ukaZpaVDurjLmWatIlWDbL2oXwrTH1+UlR1Y/T3vvdtNzq+ZTDpE/YdqwhkCxU3WgoWIigA8COAcAAMBXEZEA5Vi3wawkzHWD8D9AO7l+w4EcCmAQQAmAHiIiIoC6rwXwP28rp28buMx6ppMZiwqd8/0eukDYuSTrt1vRBOXjkWmWxvz0pNsvluiLsSHIMyo+9pTj3R915mCVu484JkNqB2GMAMXgQjVgYBa6/QPv1B+Z54AkIkE4fbz1NfAjLA2uvLEKDqVdDvFDEGmNslSS2lquH4Tasdbm0y6ttTUuqcw6jKtiBsmfG/8HCQrqg54QrqI63i4ttazv9/zqxqHGB00DZ30HS8t95RXs8Hq6hPommYSQgxMK7RmGC33os9YRLQGkVEz38QxYxkJoJwxtoYxdhjAkwAmKWUmAZjOPz8D4Exy3t5JAJ5kjB1ijK0FUM7r09bJ9zmD1wFe5+SAY9QpmehYwvLIe2tdodP9ZixOO+JtyNEhzaebhVTymzB5lKsphtX15AfeWI2T730LU3hsJFOnIizNxP7DFDNqdT81Ei5j3qWsBBHaa5J7mRARnd9YYY4I7UV/QsKyylEoO/f8QMgET+rouDrJXOdfowgak+WTGEyoy7jydVq+aY9nJi2sBYXfjXwsv6dXTWmQ1rGEEyy637U6Fh/lvbeuaDOWDTv1KxOZ6FiE4KpNBmeOzQVxCJYeAORodJV8m7YMY6wGwG4AHXz2NW3vAGAXr0M9lukYHojoWiJaQEQLtm0LF3wuU1QFey4x5QthjGk7v0JBXtKRUQXpvYqn/u9fc8KRi2CJYjSuvqCiHmFBI8JziMCU6ij+spHu0f/fPljr6bCKEkAHn9hOKmJWGjaIJ2D2qRABMhlLn9sDb5aHqlN9RtSw67VJ5ipjGsGLJbG5a/xTGaizbjFYEDNWP32O7ngAMO6YzlKiL+/x/JAHJ201vkhB4ZbkwcSbhhh4pjA26r1PpyfIQMfCi9Yms0vwlymNUnnPGJvGGBvBGBvRqVP0xEuRjqUo2HOJ6QESD+yfQnYu9RXV01893b0Bo/KUP4CyXV42ALyjXbUvOUoJeb9w3S7P3CFBhJP7d8Tw3u3wj2+N9G1XpvTqoNebyMtAUR89j6Je2VKTZK5ZzRfb/TMvqstJOh2OTseSXgqVlSy+h0pRWlJk9GMJEiyyzkcMMNT26iF0bFmKHtKS5Na9+gHR6yu2YMPOcBkrgXAhXbytcajN4BmIgzgEywYA8hvfk2/TliGiYgBtAGz32de0fTuAtrwO9VimY+SNLjpv8hjlyppt+zD+/new0yfPiY7NWcSYqk/I6ZyB6JZXAnU3kV64nPsRqOvz3mUu5+8p/dMhOUTZIzu14MdwCj37/TG+IfmzoWPLJhh7dKeUolyQctZLRo0P7T1XNYKAWuePn1rk+l1nHv21v87BkDuclLhqi8w6Fu+MZUFFuERupUUJo+d90PVgLL30qhMipqWwdTv2o2rfIZdjo3gWZF7kMdv2hMiSKrzp00Eozc+7GtkiJViThatjmQ+gP7fWagJHGT9DKTMDwFX880UA3mTOEzwDwKXcoqsPgP4A5pnq5Pu8xesAr/PFgGPkjStPLPNsi1PH8vDbn+OzLfvwv+XmuFaAd4koKJx8wWBYwgqL6WGYX7ETALBUCYEvllG8T5FzXNkhU5QRy2lhhN4InygCYWAM+Ps3R2LWj05xbZd9OKK+AaL8zec4epr+nd2zs1G/fsN3SVVn3jpv7Q5jumnGmOIg6Z6xhIkWrNKzXbNUnR4di+FVEPmBkoyhJKHXzwBmv5APyr1jWJ1z64+eXGRqtodUNOnUjMX8TI3u6171F2Vrmd5QINdkLVi4PuN6ALMBrADwNGNsGRHdSUTn82KPAehAROUAbgQwhe+7DMDTAJYDeBXAdYyxWlOdvK6fA7iR19WB1208Rj7xmL/CeUHivrF+9T33gzF476bTXdtMDpaFhsdnQhEsnVv56zTSib70108o5cWLrMsJ4rTD+avzSk8vp/k2BQAwuEcbtFYyV6qzDz86Gc5XnnFFnbOI0mKm4pf4KxN0DovyfRU5StLK++hHO39od+OMxbQUJgRabZKhqEi/r9/+OsIYrYj8RDrU/Dd+j5Q8e5bL1tbmbylexpyPNQKMsVkAZinbbpM+HwRwsWHfewDcE6ZOvn0NHKsxdbvxGPlirGbJY8anG2ObsYR5pIf18o6Cw0ZLzoThvdvhY0PIGcBsUKDj9vMG4lfc7FPHMiUEuypoTGvaAnH91Ptx68RjcPfMFSnrMFFO9CFqXyKWJLpq8qMIK6gwgSNrkknPksjVY8oC9xPowpAA0QMwyqijY20dWUgWvY4lfa1EB1+tWQoLS20yHZYnKB9Meh/Riact2nRCJIpgCWMy39zgFCkfK3VPfKYBaj4Zcs1Y3BwTYfCSKY1SeZ8rdGug1TXJ+AcMJI6HUIEg11SFSzqVCc9+f0zqc+dWpaiYOhGnH50WsO1Cmtw++/0x+OZJfXzLqOljdctNFVX7tcED/TiSO8WpedLVvwJx1As1oWqEcAtjwaNLTKb6w/hh6uNkxXXUjjllgZRwXwvXcbOQLOqeqrlx2kxZP1sMgxz1O6zyPm2owVJLrLrIylFWlVVTa13on1ZNzYLFM2OJMEKlVHu9OhZdgsG4sYIlx9Sy+Mz99imjW8bg8mMx0TyCB3c2iFD48vmGjVVkSuCl+qrI6EZwY+97GxMfeF+rZDV1ssKktnwLF8CBS2HO+ZniwwHpEbMfciBTQbRHRX9CslWbKHFSP63lvbdGxQJJO2rPQmWn8yuRT1k4Vr7G9YiZqElrk0yacXmPp1LE0/qK8qKI7FNkElR+yDlwamqTGHvf254yuhUGwTqeYjjlxxL6yOmyh3KwFB8GK1hyzIHDtdrbqq6JAsCSO8a7vj90xbDU5/Kte/HqMudlU5XMQXzweW6N48TU+vbzBgFw6xfOHNA5VB3CdHbCIHdn+/bPxhr3KVYki+y1ro3qKl5Qpff+eJ2zlHfrC0t5sfSyiLNBmbGEeE/DDCbat2hidOxTUTNwaprlqSPJkDrn0DnvFS/v215c5ikjnsNM0M9YvOc8e9mWjI/Rv0vL1GxWFYI6QVVElLrXSQZs535TcsptP0Fr4neznZh/H5RX4ZmPK7Vl/Or7aM0O3hb3PYlKoVqFWYIgYFQf9+j2khO82RdbNXWbdsrKv0M1yZQ5c/8u4TzeBa8tz/wlDYN4WdNh9NNP8k98lJM6Jh7rjtjrFzZGtQqTO0995jy9ElR07qqJKzPMWMK8qLtDpCZOkDc9rRqaRNC8iXfJxNQl6ZT3ofUtKeEbsnxUeP0iEvWm3QexT/I/UgVtlI5cJNIrLU77sagOjabrkFp2SjJt0izZhDsqVzw6F1OeW6L9ze/8/vLO5xh+9+uoqHJmLhkLloz2yg4rWPIAwbt2floI3wb5QSpKUGrpJV9LW1ERU265b9DFsBLoFNXPLdSP7MIgv6Rq2BVAcpBU3jTVuopJo1e1XiBcJIUFXwT7XBAfKTPG8L3TnLhnYwxLVtee6tU/mTql5z9xfCVmLUlnJTT5X3jrdP5GNeUOixB0lTx8ydqq/Vi5OZ2zRT1ulJWwJ68djf9+70RXPZ6lN404PlybxLR31wAwO9mKVn2kiR+WDWEE1U//+ymAYEtD2XxdNgpRZ89HtPdPLxEHVrDEzMs/PNkVaRbQO0O1alqCiqkT8esLhhjrUjsOYWXy/5751JPj28TWvbl3jhTWVG24A2PYgZUcSVaw3hAvyUR3yTIraMYiUJt38XBn9igCNapKe7VzCxNTM4zwKUrpQoB2/NqZrOjOGOBNlta0WD/AENZziyvTEQHCjvzVpbCwfPOkskjlTZQqg6YogqVt8yY4gQ++Un4cnpAumbVL7Pb0gswHPjp6tg0XdRoAdhzwd4zuZhjEqXdSDdOTC6xgiZnBPdpoR+mmEWC75t54RAJZWd+0uMhlgvl+eZVpNxcphXQOuf28QXjlR6ekwlmEVRbqOtFyQxY9APjq8WoIOtVQANJn3VKYHmEgIPxg0p2xfr+4lKHykpU4lqlDVz3gAbO5sQjh8/aqbakR+8J1u0IpwsM44+no7rNkqavfREvF/DbTLjBhMjf2aYApoCbgb0SSDW2al+Bf3x4VqmzQtVPzE6VQbmW1TU3ccPihkpdCoLMMEsi3XzUdVZOBmVieB9PCJsUJl2384spdofa7YJhXUPhxpGaGI88e5E5EFizCUCLlIKlxtCwpIk/gQ1OssDCrRCbnRfW4Trtlk9LguoG0Z7wOOWW03PRdIfQ+onyOVsJCCwqha5MFgRp12o+oqYkBf3+vMGb9mTK6r9m6UGbNNv/U5t82pEdXb2VNHiJxWMGSJ3QjTsDfeogxlooBNG/tDlespC17/J0BBVOliL/n+AixOAmbZ7tUs5SjWoXJ6GZ9CdeMJX1c2dTzS95hiF91l7y6luHllF8Jc9WnrsuH6fwvHhGcjln2N9nB47+FmSncc8FgfPe0I42/C/3dUV1auhNrBdac7oij6ljCCsQwS1s92jZLLfPJ5Qd1N4zINaStwlTlvbkBYU2bP9uyN3TZL7b7CwMAKA5jmw693lDG1Jeo23XGCXFjBUueMKWRDeJYPr2d8twS7M/Ag17u5INywsdFFG97FRHSAwBu+0pwoiw5XI1sAfTb2ekZnSroTK0TfgOekC5KHxLGlDhMxyyPqoVpa5gYY0F9Wgu+nKQK7tVb9uqKK5W72xaWsIOJMM6VG3Z9iWcXVjodOC//p8uOx61fOSZ0e9KxspTj+xzer2Xy5Rh//7t4cv56c2EJk7L/hDKz/0pzQygYk8WgzNijvUZBulsZ1pgjU6xgyRHXn+7OP9+5lTf8h+CeCwbjsatGAPA+VMLUMA7CjoyyZWPEaMpdpXAUcigUkfxKoOsU5BwWryxJe7K/JGXjS808Qr5L4p37nC89qKNTWZiNH9gF3TShXcIIiNSoWqo+TH8edBrC2u5bJ5e5tocJM2PKWROE8CAPCqwZRRk//v53U+WH926nneGaMAWhVGcs445JG0VEaduyjbtd0bY7GCJMfGkYDP7nO6ONdZsS6IUZrMiBUQW6vXKtZbGCJUfII2/B7792HADgfz851bX9ilG9cSZ/wGdcf5Lrt1JNPZmSzUwiVzz3gzF46Ycnp77LHfLCdbtcZYNzaei316hLWgG9pi60u7s+aZmtuhabNII0TCegyxniNxu6QqQXDrgO4tlTZx1h9AQm5f2wXm1dM141hYEwaNBZ+rnqD2yBGxGGPqqgS1uF+fux/OD09JKieD90ZvCqwQZj7tughq0XmGZyfoO8kX30OhddSgIVXSRzIkr1PZOGdgeQmT9OFKxgyRHjBnrNQ786rCcqpk70JIqSaauEYm8S4yyj/okVJ6SFrOjWKb2zNWVNKuZdQddB7bfVV1B+Kd9brbfOC7Nclgq9ElKXmiofUE4NPyKEnCoMdJj8WG6aMAB9O6WFRlkHvUVaIBFDtIgZaVRLvKKEdzbIG+AuJ90n8UsfjbWdejsZ3LMhU0c9fU5FiNa6GWzQJamRJnRUawJfEtJ9Tz9+D6M4nmaCFSw5ItMkVHJEVAaGtZrAdZmSr6WwbNBFJLj21L4Y2K01LjaMCoNQlZ5Bt0Z95Rhzm8GG0SeE07E4f2sZw4l9g2N5ycmbfI/NC4olO9HpTf+wIvAYacs59/aSIsIfLxnqaYugfQtHaHVubV7yjZqgDnBMpoHoVmrmDJLucr3aN5d+Y8ZjBS0n/c1wbdfvCOeXJUfmMD2fJSFMnvUzlvTnv3JHUNOAKC7qf09ToERZD5ZRR5VLAuKCTfExO1XJlTd1nOja2K1NM8z60Sm+nZaJ43u1TTmohh2j6dbl5Zfz6BAhdULpWKQout3bNnOltdXxvdOOxMiy9pis8ecx1SsTxvgjbW7sbj8RuSJVJ4jw43FpE/qzB3XFHy8dmkqYpWP7/kOZr+1HfHRNVmHikjx0xTBUTJ3oOqcoUYQZg+uBMs1YJg7ppt2u8tPxR6c+m6JVlIR4f/VLcun9RPicLXty6zhtBUuOMOUjD6J5k2JM5uugjAWvqw7pEd4EU2cxUt+IW/h9sm4XtvFQ9qmQLj691JY9B1PhRmTkPVr45NAQhPLOl5askowF7tO9bTM8/b0TXcul+nqdvx6v8xAzLXGN5PswfmAXz/LM4spdLislIsKkoT18LZeSLPJKWLr+iJJFzqDoboN5VuLnHOoVNl77tm+M7u3Zr7MuXbmGwT3SfmB9DMuMYd6Nrxzb3bNNJyfD5IrJBitY6iEdeAj5FqXFgeuqakpSwQOXHe/ZprMYqW/II/2juvgrgqMSxuJp1K/fSEWlTe0XMvXBcUe0TX0OM2ORUwgnGct4+VRFdEC1yhJgGIHIUh1vui3TrhzhiXWnS0EcXLfeVyTMgCey8t6gY0nP4rwV+gkdFd25vLlyq6ecbiZz3nHezt8VF9AwmCwOobzXodvrnx99kVFdYbGCpR7ys7OPxj0XDMb4gV0CHybTKKa7xgQ20+io+UQ2iZ04xPsC+hG0lJSesYRnz8FqMJg7to4t08J6i2QdFknHkmSuHCLZktKx8E5NeHaH0eOkl8KCj9OaO/3ecKY+qoQnuKc0yv/Z2emln3MHBy8XZXJlEmReCtOdn19YHZ1AVLds0MTv+8ccbwd+5/mDPNtkI53WTfVGFqbYcEHoHqt9hmCbcWEFSz2kaUkRrhjVG0SUsYlwa42nf77kivDFMcYu8kEetZ892GtZ54c8OtT5U6TGqhGuw+bdB8GY09l8fXQvT2TY6yR/pc3SunUoqzBJF+IshcVzg9QQ7+25HiHMHCNKrLDLR/bCPRcMNupVVCfA4kQiVf9ZGqtJPzIRukUJb1oCv/NLCSHdMpn6PcNlvReuO0mbVTXMvQ8z49Shmwlbc+NGTo92melqdCbNYTx340Asud2uGZkFIb9gR3WOlndGttYqShDKFD1XyuIpwvj36sfnOcp7AHdPHoL3bnJHrs5GFMhLYbXJXCyFCXNj5777BVkUJDVLYX7HuWJUb+Nz9Y3RZa7vCUp30F18HIZ1ZHJpiMioY/GrTz9jUb7zf0I3YvJjkfnXt0dhqLRcqvKny453JfdTMXnkq5yvLLXpHJbrtWAhovZE9BoRreZ/vcNEp9xVvMxqIrpK2j6ciJYQUTkRPUB8qGWqlxwe4OUXE9Ewqa5aIlrE/8/I5rzqE4O7tw4uFJL2IfPPZ4vowDPpKOUlpKgjeHc+Fu/Sks/yupGNuw/6LoX9Z1640B461OjGcc0o1aUw4f3906c/Ddw3tRQWwxjkxCPdS28u3w/5XJXz1s10M4koXURk9EmSn41xx3RBq9LiVGerVeyr/i8Jp+6TjuyIJ68djXsuGJxKu2DiZE3WWJnzjuuOc7kV2deUWHNTvzoklZ4iiJP7+R8HqOeCBcAUAG8wxvoDeIN/d0FE7QHcDmAUgJEAbpcE0MMAvgOgP/8/IaDec6Sy1/L9BV8yxoby/+dneV71hgJQi3gQI6RM2p7NqH2H5CdRU5t0HV+2gol6BKdz0u+1Kkz8LQOyd3gyyWKziCP+Vh/iMxRRrc7HQUVV3sdppSfrKeR7I7zBBbIjZnqH6MdLkM7z3ivY2rcoQYvSYjz+wVoA7ntqinC9ZQ83nSbHgKa0uAi3nxcc2y4sU796LJbcMR5PXDMKH045A5eO7BVqeRUATg2RRDAooGW2ZCtYJgGYzj9PBzBZU+ZsAK8xxnYwxnYCeA3ABCLqBqA1Y+wj5ty9f0j7m+qdBOAfzOEjAG15PZZ6yMzFm4ILKcQxUgacCK7yqHT9zgNSBsnIoiWUkBzeux2W/epsvPuz00PVKmZkLyzaiFoWn2ARPPBmOYDMlkDF+cYZ+eFwjX6UrPp86UbTmYw3EiF1LPsP1WLznoP48HMnYOT6Hen4fCKKuNqidTsOAMw9k4prKVO0vVXTEpzUr6NvFlYdYZpxsLp+C5YujDHRe2wGoNPI9QAgrxdU8m09+Gd1u1+9proAoCkRLSCij4hosl+jiehaXnbBtm3b/IrWS9b+5lw8/4MxeOpacyC7QiWul3PdjgOuziNBZMx5D6SDKOpwlPfBxxzWqy1alBaH9mESdT7wxmrsP1STgcDTI2KCib9RlhRFR1xaXIQfntEPz/1gTCxtAoB7X10ZyjJPK1gyOF6CSGMV5l3umsmDl4ro1rKw+AcPyaLOWE4oawemDDj8Bga62IG5oj6scgSeLRG9TkRLNf8nyeX4rCP2hbsI9fZmjI0AcDmAPxCRMWEFY2waY2wEY2xEp07122nwkhHedVsiwvG92mFUCPPRukT1fQhDVOufawzJjQDnBbtwmLNW3aykyJjzHgCO8DGScJT3+nbJoThOP7pziBankc81GVJ4haGkKIGiBKXC40Rxf5A7/p+OP9qVwC1b5lfskHyJzI3SLdNkbhWW/l6+dR/++MZq5/ia+6lzGvxiuz66OHH9DSnbTLTPow9ZmJhiuSawBYyxcYyxwZr/LwLYIpai+F+vhxCwAYAcAKon37aBf1a3w6deU11gjIm/awC8DeD4oHMrBNo0L0GLkNYg9Q2/ztpEVIX91T4BKhNEGNnHUeclGfM1N/71V4cY62E+inU5R3vUpSy5I9MZG2RDUYJSqayjXNO9PPyNqSm/vfDYjNtUm2SZz1gy1bFIU41xv38nFSPL95JIv6Ut6ZiniJ9Rh8rPI4Reypb2LZr4ZhjNB9mKthkAhJXXVQBe1JSZDWA8EbXjSvvxAGbzpa49RDSaW4NdKe1vqncGgCu5ddhoALsZY5t43aUAQEQdAZwEYHmW55Y1cVlh/eSso2KpJ98M90lmFBd++oNEwu3T4Wdu3LLULLwZzB1h1d50Js9mEQcAVfvS+27Y+WWs0aeLE5QKQhllefH2GcsAmGcIF0YMBCo7QtYm/YW7oE0zXU6R6FcnQWTO9OhTnfzT/IodeHHRBlTtcwfQFHWHbdekodHScGeLX4bRfJCtYJkK4CwiWg1gHP8OIhpBRI8CAGNsB4C7AMzn/+/k2wDgBwAeBVAO4HMAr/jVC2AWgDW8/CN8fwA4BsACIvoUwFsApjLG6lyw6PI6ZMK3TuoTe3iTXPLyD0/GhcN64kiddU/M+M0S5DX2w7XJgE7NXI8zY9H/Lgv9KHHbAOD4XmnBW7XvEBZ8sTPS/n4UJShlbhynUUDUumTfC3n24NchH93V+9xkNmMho1ntJ1Kun8tGupebZaG652ANfvTkIk3d0WYs9QXVwTdXZCVYGGPbGWNnMsb68yWzHXz7AsbYNVK5xxlj/fj/v0nbF/BltSMZY9dzfYpfvYwxdh0vP4QxtoBv/5B/P47/fSyb84oLkUXyB2OzGz0kEpT3EU82DO7RBv/HEwvlGr/IBESER3nK33999IWvp7RfB6EqaWXOGJDWq0RVvucy2nRxglK6CmFMEBTyRiauDlPupMN6q189xqw3i4KqY5H5ZF1aiKuK9TDnnkh4dSwy7ULkvqkLHrnSyVR7SoBPTbbUvZanAZNIECqmTsRNE7Jf75RNIMMij04GxqiErU/45ZhJUNo5cPeX1YCP4tgvu6KfjiUb2ZDLLAZFiURqKaxpcRG6tC41Os4xxjD5wQ/w6tLNoer++uhe+Pc1o0KV9SbISnu+f+eUPlrh2qQ4gT9eOtS1LRP9E5E5ovM2aQnznVXRLUNT7TG065dfic+nJU5Eygebj8UCILPR7cs/PCX1+daJx8TZnHqD34wlQZRKO1BT66841vkKtG5ajBP7dvBdS8/GRDiXQUGLJeU9kePXs3G3PunU4dokFq3fhe/96+PUNr+Zxd2Th2BMCO9u59jmc7xl4kB8/utztb+pM/SMnG01fiwClxOhUneY+0LKX5UBXevnQC4uk/YgrGApEDIJRtlGCkRZ302TM8VfsAD7Djkzlk8rd0UOQtm7QwssXLcTKzfvzcla+s4D0TMqhkXWsRAcCzTTKDWXWWrVy5Z5PpboJIhgiu5PSjmZ43u1DW6PYcIiIknn02/FRLZL8NmQWbhMS94pytA2/X8/ORVvr9paENkjBfddfJwrHL0ffudFRDiifTNU7TuEji1LI0XuBZwka4dqkli5ea82D7pMmM5IZd/B3IUuLy6SZyz+5/vcwg2ebXHlRDdd66iCOpORdoLM5yGvkKnLZZOP74HbXlzmW/cj7zm6O3Um+49vjcLBmlpj6Pt88pOzjsJDb39eJ8e2gqVAyDSyxlFdWmkjHddnwkSKFfh1OIS0OXKxtCwStotyZUj0KffW/xvryT0ShlwK+yLJ3NivTz5wuAa/eH6JZ3tcs5gvDRGVo5oPZzpjMelY5KCSm5U0vQkitG/RxBV7zsSDb5XjR1KK5ibFiZRj8Miy9phXscO0a84JGkB9ebg2sol86GPnpFZL7GQ6Y2nMJIhSya2O7trK1/MeAB6/egR6tU87dc5dm+4U/N7RPh1boGUGuTJymcZAtgrz615ynaJ2p9I5G/1KAshWx7JJ0S/JzVCrLiIKvYzkF9jzP9eORq/2zfHeTaeHqituggYu+w/nbsZse6sCwZth2yK44Yx+eFiTxyKRAC443lECH9+rrXQN9S/cGQO64MoTe2t/y0WY8dzOWBLp9ME+vfI6g7VhSQbheHS8t9ptcbWVW2PlYymMiCD6/U/X73b9Jt9NVTgQmbM4RqEoQXj3ptNxRPvMcirlmriWO3VYwVIgvLFCFy3HAgA3jj9aa5yQIEotBySTCJyxAM76uo4KQ8yobMg0O2jYusPMWEzyMorPix/Nm7hnciJVbz40fis27cHrK7YA8CrT5QyW1YqGv7Q4gfGDwmW4nHhs4QZXV4VtnFjBUiBkuoTQWNCFLSGilBBJury+zZTkccmxPuhYcjlqBaKHuckV6rLjMCnqgRohg4h8/aNkMkkNkU9+89UheMLgc/TrWStydlwrWAqEfKUVLlR08iBB6U51+pyKUPlYiqOEAs6Sfp1zF/LG5ccCwqg+7bUOmTrl9gWGWVsmmGRnPvwpRvdtj5E8+rTf0tYUTcDGOHOr1CWXjeyFkww+R2ur9ufsuLa3KhDCZIVrzOhG/wmilIf10g17fPOxCMLmFY+DXKaKdvmxkGNg0LGl13JNp3w+umt8VoQmAZKPbrs4kQilG2uqibrQQORKnWEFS4HQmZuzHndE27ptSD1FZ1qZIHemvDA6lnx5Juf6WMVF0lIYnHPWdbH/nrvOsy1OwaITZvlCFq7vfBZNR6nTf3Vr0zSWdjUGrGApMIZLa8OWNKUaKyZSwqaH9bx/86en4fkYMyfWBUWJRFp5T8DnW/dj295DHl2dLhnb6D7xRWnQ3RfRplxTlEj7sbzzWbR4YDodixxw1OKPFSwFwun8oT5/aPc6bkn9RDf6TxBcaYL98rHI9O3U0hXSPl+YlKyZIOdjAZBy1Cvfus9VThfcNB8K9zCztR9LjoeZIM9Ydh2ozqouANi8+2BwIQsAK1gKhiM7tUTF1IkYapfCQpMgcpm7prrZkKPlE/KQqEzGpGTNhCJFeS9QFbbzK+LLAaMjG2vGkVLa50xYvnEPVmzaAwBYzQVq8yZF+Mm4zBLnvbHSu5yW72ekULCCxdJgUTMIhkmLK3P5qF7BheopxdJoXT7hfOqQsmXMkdkJ2g27vNGcxxzZwRWCReX1G0+LdIxCup75xAoWS4OFSLX4Medj0XHB8T1xW47zavzfxblJiObyY5G2B7nOXHNyn5y0py6plizfNu7yX86STcB1ZsgerHuZFitYLA2WBBFaSDG8os5YAOAbhhAvcfHVYT3wjdG98ez34zUWKEoQqpPe6MZ+5rctS4vxswlHG38vVP4iRfhVA06mynx9OH52tvvcwyjre3eon+Fa6hob3djSYFFH51HzsQC5d0wlItw1eXDs9Rbx1LmAW5D6edrfc8FglBbHq7hfm4NQOFFxsoc6iIyiKhMGd/VsO6pLKwzp0QZLNqRDn5wzuCtekTJtXlbAy6W5JKu3hojaE9FrRLSa/9VqsojoKl5mNRFdJW0fTkRLiKiciB4gPrQy1UtEA4hoDhEdIqL/pxxjAhGt4nVNyea8LA0D1bcl3dE2/HVx2Q9Ddh71E5TnHxe/xeG1p/TNav9zNB1+VER8MiB6Omg1z87DXx/u+l6IT9Kz3z8x58fIdjg2BcAbjLH+AN7g310QUXsAtwMYBWAkgNslAfQwgO8A6M//TwiodweAGwDcpxyjCMCDAM4BMBDAZURUP5NOW/KGqktJmRsXYm8QETnNQiJB+O2FxwIAurXRB5e8acLROVFEn9y/IyqmTsS5QzITEA9dMQxrDOmLwyJHF4h6jr8415vSe/4t41KfC1HFMrx3dtZ2YchWsEwCMJ1/ng5gsqbM2QBeY4ztYIztBPAagAlE1A1Aa8bYR8x54/8h7a+tlzG2lTE2H4BqlD4SQDljbA1j7DCAJ3kdlkaMcSks7y3JP64ZCxHaNHdiZamJt8Yd40Tx/eaY3CrtLx5+REb7ERESMQbrLIkYC04X7kVO6mZjw+rJVrB0YYyJ8J6bAehiTfcAsF76Xsm39eCf1e1h6w1zDC1EdC0RLSCiBdu2RfPItRQO6uCUNSLJUiMp6RME/G+ZEz7+/tc+c5UTYeWjdrhRGdyjTU7rD8t5WSz3DdGeg5UsOgKV90T0OgDdPPYW+QtjjBFR7Fc5F/UyxqYBmAYAI0aMsE9GA8WjY0kFoWz4kuU/89IxwBIJwr5DziRfBOVUCUpjmy2ZpG7OBeMHZq6zuecCr5FFoc5YjuzUAjtjiEZgIlCwMMbGmX4joi1E1I0xtokvbekivW0AMFb63hPA23x7T2X7Bv45TL3qMeS5tlyXpZHQq31zV0ZEz3p6iCCUOv5wydB60zFmQhFRSoFfy3vCZJLhxqcXpco0Br0T4Oh8otKzXTNU7vwS7Zp7o1Ef0611HM3KO2/8dGxO6892KWwGAGHldRWAFzVlZgMYT0TtuNJ+PIDZfKlrDxGN5tZgV0r7h6lXZj6A/kTUh4iaALiU12FpRNytmO2KpfmyDs3Rt1OLjHUsk4/vEWu4lXyTSKRnJMLceMveg3hh0cZUGetBbub3XxuKUX3ao6sU3bht8xK0bV7i8pOypMlWsEwFcBYRrQYwjn8HEY0gokcBgDG2A8BdcDr/+QDu5NsA4AcAHgVQDuBzAK8E1NuViCoB3AjgViKqJKLWjLEaANfDEWIrADzNGFuW5blZCoxTj+qE1288FYO6O6NI0ZlWbD+ANdv2h0r01RBJEKXOWVyDXC996fjkl2cBAM4OmfY3W+6aNMj1PdOUEyP7tMdT3z3RZaq96LbxWHTb+Gya16DJStwyxrYDOFOzfQGAa6TvjwN43FDOs3DpU+9muJfP5N9mAZgVofmWBki/zq2wbKMTeNBrFdZ4zI1lihKEcwd3xUufbsRRXVqmtuWbdi2a4L2bTs/bsmKvDi1c323KifxhQ7pYGixePxa+vQ7akm/ErA1wZidV+w8DAGZz67C6ugZHtG+uNeHNBfI1AJzlK0t+sILF0mDxWoU5NIYZi5i1Ac51UHO4h8jYW/Co2StbN7X6kHxhBYulwTK/YofrO2tMjiwSRQnCuIFOQEWRiySbPCmFytdH5zagqCWNFSyWBssX291JrRrTjEWmKAE04YrnVnzU3hhmLDIDurbSphu25AZ7pS0NlupapfdsRDoWGTksijA3lqMcL76j4Vs31UWq6caMFSyWBosaFyuVqrcRTFnGHNkh9bmIKBU77KVPHd8VWbA0aQQj+WZ5MhiwODT8J8rSaFE7TJHkquGLFaB5k7SiuihBKUOGTyud3CKyiqUxqFvqwLq6UWMFi6XBIsKlH9mphet7I5iwoGlJ+tUm8vqtyKHkE42gF5h8vDEmrSUHNIJHytLYuPZUd3KpLq2dUByPvLcGQOMIQtmhRTqu1cHqWo+58UG+THjrxGNizxpZH6kv0ZUbC1awWBoc15zs5BYRFlCbdjt5zldv2QegccxYxg9KR/HduueQJ6fJqzy97ufb9uW1Xfnm39eMwk/POqqum9HosB5DlgaHUM6rOpZDNUld8QaJ7Bw6osybMfBPb5YDABZX7vb81pAY068jxhRwANFCxc5YLA0O0aeadNKNYcYiT1D84oLt4KFeLJY4sYLF0uAQ3agwqVW9zBuDjkVG1a9c/JcPU59rG5unpCUvWMFiaXCofiq1qmBpBHLlGCkAIylv+fyKnanPsr+LxRIXVsdiaXC0bVaC847rjqtOdGJD1dQ2PsHSumm4SL5fOTbzHPAWiwk7Y7E0OBIJwp8uOz6ltL5qTJnr98a2FOYnZPp0amH8zWLJFCtYLA2eccd0dn1vDDOWsMj+LhZLXNilMEujo7HIlXMGd81bUi2LRcYKFkuDp0TxZ2ksM5aHvz48sExjiBNmyT9ZLYURUXsieo2IVvO/2tjURHQVL7OaiK6Stg8noiVEVE5EDxA35zHVS0QDiGgOER0iov+nHKOC17WIiBZkc16WhkXvDqoeoZFIlhC0tFkVLTkgWx3LFABvMMb6A3iDf3dBRO0B3A5gFICRAG6XBNDDAL4DoD//PyGg3h0AbgBwn6E9pzPGhjLGRmR5XpYGTGOZsYRBnc1ZLHGQ7VM1CcB0/nk6gMmaMmcDeI0xtoMxthPAawAmEFE3AK0ZYx8xx4PtH9L+2noZY1sZY/MBVGfZbksjprHKlWIbO96SJ7IVLF0YY5v4580AumjK9ACwXvpeybf14J/V7WHrVWEA/kdEHxPRtX4FiehaIlpARAu2bdsWompLQ6IxJPrSUVzkPu9RfbwxxCyWOAgULET0OhEt1fyfJJfjs47YVYER6j2ZMTYMwDkAriOiU33qnMYYG8EYG9GpU6e4mmopEBqnWAFuOLO/6/v0b42so5ZYGjqBmjvG2DjTb0S0hYi6McY28aWtrZpiGwCMlb73BPA2395T2b6Bfw5Tr9rODfzvViJ6Ho4+592g/SyNj0Y6YUGZYsRgTZEtuSLbpbAZAISV11UAXtSUmQ1gPBG140r78QBm86WuPUQ0mluDXSntH6beFETUgohaic/8GEszPy1LQ2OIlOipsXneC07pnw4f//AVw+qwJZaGTraCZSqAs4hoNYBx/DuIaAQRPQoAjLEdAO4CMJ//v5NvA4AfAHgUQDmAzwG8ElBvVyKqBHAjgFuJqJKIWsPRwbxPRJ8CmAdgJmPs1SzPzdKAGN03rU9orDOWFk3SCxTnDOlWhy2xNHSyMmJnjG0HcKZm+wIA10jfHwfwuKHc4Aj1boZ7+UywB8BxUdpuaVwUNYbE7gEIgXrZyF512xBLg8d6R1kaBbKpbWOdsRARVt41wZNZ02KJGytYLI2CIpdgaaSSBVZhb8kPduhiaRTIMxY1o6TFYokXK1gsjYJiaflHTfxlsVjixQoWS6NAnrHU2DzvFktOsYLF0ihISstfNclkHbbEYmn4WMFiaRRU7vwy9blNs3D54C0WS2ZYwWJpFHy2ZW/qc7c2zeqwJRZLw8cKFkujoNbqVSyWvGEFi6VRsOCLnXXdBIul0WAFi8VisVhixQoWS6PgouG6EHMWiyUX2JAulkbBr84fhNLiBG4+95i6borF0uCxgsXSKGhRWox7LhhS182wWBoFdinMYrFYLLFiBYvFYrFYYsUKFovFYrHEihUsFovFYokVK1gsFovFEitWsFgsFoslVqxgsVgsFkusWMFisVgsllihxp7/m4i2Afgiw907AqiKsTl1SUM5l4ZyHoA9l/pIQzkPILtz6c0Y62T6sdELlmwgogWMsRF13Y44aCjn0lDOA7DnUh9pKOcB5PZc7FKYxWKxWGLFChaLxWKxxIoVLNkxra4bECMN5VwaynkA9lzqIw3lPIAcnovVsVgsFoslVuyMxWKxWCyxYgWLxWKxWGLFCpYMIKIJRLSKiMqJaEpdt0cHER1BRG8R0XIiWkZEP+Lb2xPRa0S0mv9tx7cTET3Az2kxEQ2T6rqKl19NRFfV0fkUEdEnRPQy/96HiOby9j5FRE349lL+vZz/XibVcTPfvoqIzq6j82hLRM8Q0UoiWkFEJxbwPfkJf7aWEtF/iKhpodwXInqciLYS0VJpW2z3gYiGE9ESvs8DRER5Ppff8WdsMRE9T0Rtpd+019vUr5nuqS+MMfs/wn8ARQA+B9AXQBMAnwIYWNft0rSzG4Bh/HMrAJ8BGAjgtwCm8O1TANzLP58L4BUABGA0gLl8e3sAa/jfdvxzuzo4nxsB/BvAy/z70wAu5Z//AuD7/PMPAPyFf74UwFP880B+r0oB9OH3sKgOzmM6gGv45yYA2hbiPQHQA8BaAM2k+3F1odwXAKcCGAZgqbQttvsAYB4vS3zfc/J8LuMBFPPP90rnor3e8OnXTPfUt035fBgbwn8AJwKYLX2/GcDNdd2uEO1+EcBZAFYB6Ma3dQOwin/+K4DLpPKr+O+XAfirtN1VLk9t7wngDQBnAHiZv6xV0ouTuicAZgM4kX8u5uVIvU9yuTyeRxs4nTEp2wvxnvQAsJ53qsX8vpxdSPcFQJnSGcdyH/hvK6XtrnL5OBfltwsAPME/a683DP2a37vm998uhUVHvFCCSr6t3sKXHY4HMBdAF8bYJv7TZgBd+GfTedWH8/0DgJsAJPn3DgB2McZqNG1KtZf/vpuXrw/n0QfANgB/48t6jxJRCxTgPWGMbQBwH4B1ADbBuc4fozDviyCu+9CDf1a31xXfgjNrAqKfi9+7ZsQKlgYOEbUE8CyAHzPG9si/MWcIUq/tzYnoKwC2MsY+ruu2xEAxnCWLhxljxwPYD2fJJUUh3BMA4PqHSXCEZXcALQBMqNNGxUih3IcgiOgWADUAnsjnca1gic4GAEdI33vybfUOIiqBI1SeYIw9xzdvIaJu/PduALby7abzquvzPQnA+URUAeBJOMthfwTQloiKNW1KtZf/3gbAdtT9eQDOaK+SMTaXf38GjqAptHsCAOMArGWMbWOMVQN4Ds69KsT7IojrPmzgn9XteYWIrgbwFQBXcEEJRD+X7TDfUyNWsERnPoD+3FKiCRxF5Iw6bpMHboXyGIAVjLHfSz/NACCsV66Co3sR26/kFjCjAezmywKzAYwnonZ8lDqeb8sLjLGbGWM9GWNlcK71m4yxKwC8BeAiw3mI87uIl2d8+6XcOqkPgP5wFKx5gzG2GcB6IjqabzoTwHIU2D3hrAMwmoia82dNnEvB3ReJWO4D/20PEY3m1+ZKqa68QEQT4Cwfn88YOyD9ZLre2n6N3yPTPTWTDyVZQ/sPx0rkMzhWFLfUdXsMbTwZzlR+MYBF/P+5cNZM3wCwGsDrANrz8gTgQX5OSwCMkOr6FoBy/v+bdXhOY5G2CuvLX4hyAP8FUMq3N+Xfy/nvfaX9b+Hntwo5tNIJOIehABbw+/ICHGuigrwnAH4FYCWApQD+CcfSqCDuC4D/wNENVcOZSX47zvsAYAS/Lp8D+DMUg408nEs5HJ2JePf/EnS9YejXTPfU778N6WKxWCyWWLFLYRaLxWKJFStYLBaLxRIrVrBYLBaLJVasYLFYLBZLrFjBYrFYLJZYsYLFYokJIrqFnGi/i4loERGNyuGx3iaiEbmq32LJhuLgIhaLJQgiOhGOl/MwxtghIuoIJ0qsxdLosDMWiyUeugGoYowdAgDGWBVjbCMR3UZE88nJWTJN5OXgM477iWgBOXlZTiCi53hej7t5mTKeU+MJXuYZImquHpiIxhPRHCJaSET/5fHhQERTycnHs5iI7svjtbA0cqxgsVji4X8AjiCiz4joISI6jW//M2PsBMbYYADN4MxqBIcZYyPg5Lh4EcB1AAYDuJqIOvAyRwN4iDF2DIA9cPKapOAzo1sBjGOMDYPj1X8j3/8CAIMYY8cCuDsH52yxaLGCxWKJAcbYPgDDAVwLJzT+UzwI4Ok8+94SOAE0B0m7iRhzSwAsY4xt4jOeNUgHBFzPGPuAf/4XnFA9MqPhJG/6gIgWwYnl1BtOWPqDAB4joq8COACLJU9YHYvFEhOMsVoAbwN4mwuS7wI4Fk5sqfVEdAecmFmCQ/xvUvosvot3U425pH4nAK8xxi5T20NEI+EEh7wIwPVwBJvFknPsjMViiQEiOpqI+kubhsIJ8gcAVVzvcZFnx2B6ccMAALgcwPvK7x8BOImI+vF2tCCio/jx2jDGZgH4CYDjMji2xZIRdsZiscRDSwB/IqK2cBIrlcNZFtsFJ8rtZjihyaOyCsB1RPQ4nLD0D8s/Msa28SW3/xBRKd98K4C9AF4koqZwZjU3ZnBsiyUjbHRji6WeQk5K6Ze54t9iKRjsUpjFYrFYYsXOWCwWi8USK3bGYrFYLJZYsYLFYrFYLLFiBYvFYrFYYsUKFovFYrHEihUsFovFYomV/w/7XBZ4nLvxCwAAAABJRU5ErkJggg==",
                        "text/plain": [
                            "<Figure size 432x288 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "eog_signal = nk.data('eog_100hz.csv')\n",
                "\n",
                "nk.signal_plot(eog_signal)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Let's zoom in to some areas where clear blinks are present."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1008x576 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "nk.signal_plot(eog_signal[100:1700])"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Clean the signal"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "We can now filter the signal to remove some noise and trends."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "metadata": {},
            "outputs": [],
            "source": [
                "eog_cleaned = nk.eog_clean(eog_signal, sampling_rate=100, method='neurokit')"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Let's visualize the same chunk and compare the clean version with the original signal."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1008x576 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "nk.signal_plot([eog_signal[100:1700], eog_cleaned[100:1700]], \n",
                "               labels=[\"Raw Signal\", \"Cleaned Signal\"])"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Detect and visualize eye blinks"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "We will nor run a peak detection algorithm to detect peaks location."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "array([  277,   430,   562,   688,   952,  1378,  1520,  1752,  3353,\n",
                            "        3783,  3928,  4031,  4168,  4350,  4723,  4878,  5213,  5365,\n",
                            "        5699,  5904,  6312,  6539,  6714,  7224,  7382,  7553,  7827,\n",
                            "        8014,  8154,  8312,  8626,  8702,  9140,  9425,  9741,  9948,\n",
                            "       10142, 10230, 10368, 10708, 10965, 11256, 11683, 11775],\n",
                            "      dtype=int64)"
                        ]
                    },
                    "execution_count": 9,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "blinks = nk.eog_findpeaks(eog_cleaned, sampling_rate=100, method=\"mne\")\n",
                "blinks"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "metadata": {},
            "outputs": [],
            "source": [
                "events = nk.epochs_create(eog_cleaned, blinks, sampling_rate=100, epochs_start=-0.3, epochs_end=0.7)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "[<matplotlib.lines.Line2D at 0x2507a726970>]"
                        ]
                    },
                    "execution_count": 11,
                    "metadata": {},
                    "output_type": "execute_result"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1008x576 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "data = nk.epochs_to_array(events)  # Convert to 2D array\n",
                "data = nk.standardize(data)  # Rescale so that all the blinks are on the same scale\n",
                "\n",
                "# Plot with their median (used here as a robust average)  \n",
                "plt.plot(data, linewidth=0.4)\n",
                "plt.plot(np.median(data, axis=1), linewidth=3, linestyle='--', color=\"black\")"
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3.9.7 64-bit",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.9.7"
        },
        "vscode": {
            "interpreter": {
                "hash": "11938c6bc6919ae2720b4d5011047913343b08a43b18698fd82dedb0d4417594"
            }
        }
    },
    "nbformat": 4,
    "nbformat_minor": 2
}
